71 citations · 71 across the 4 of their papers we have counts for
4 papers
Learning Auditable Classifier Models: Source-Disjoint Tree Ensembles
Srikumar Krishnamoorthy
Predictive models in clinical and regulated settings must be accurate and fully auditable. Tree ensembles deliver strong accuracy on tabular data, but their sequential boosting cou…
Complexity-Budgeted, Interaction-Aware Interpretable Model for Tabular Data
Srikumar Krishnamoorthy
Inherently interpretable classifiers for tabular data typically rely on sparse features, rules, or patterns that users can inspect directly. The marginal feature-screening step com…
Sentiment Analysis of Financial News Articles using Performance Indicators
Srikumar Krishnamoorthy
Mining financial text documents and understanding the sentiments of individual investors, institutions and markets is an important and challenging problem in the literature. Curren…
A comparative study of top-k high utility itemset mining methods
Srikumar Krishnamoorthy
High Utility Itemset (HUI) mining problem is one of the important problems in the data mining literature. The problem offers greater flexibility to a decision maker to incorporate…